From Word to World: Can Large Language Models be Implicit Text-based World Models? Paper • 2512.18832 • Published 15 days ago • 11
Explore to Evolve: Scaling Evolved Aggregation Logic via Proactive Online Exploration for Deep Research Agents Paper • 2510.14438 • Published Oct 16, 2025 • 13
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2, 2025 • 228
Sample-efficient Integration of New Modalities into Large Language Models Paper • 2509.04606 • Published Sep 4, 2025 • 8
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 124
CODA: Coordinating the Cerebrum and Cerebellum for a Dual-Brain Computer Use Agent with Decoupled Reinforcement Learning Paper • 2508.20096 • Published Aug 27, 2025 • 36
The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination Paper • 2502.16143 • Published Feb 22, 2025 • 6
Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training Paper • 2508.00414 • Published Aug 1, 2025 • 93
A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence Paper • 2507.21046 • Published Jul 28, 2025 • 82
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers Paper • 2506.23918 • Published Jun 30, 2025 • 89
MiCRo: Mixture Modeling and Context-aware Routing for Personalized Preference Learning Paper • 2505.24846 • Published May 30, 2025 • 15
ToMAP: Training Opponent-Aware LLM Persuaders with Theory of Mind Paper • 2505.22961 • Published May 29, 2025 • 8
Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution Paper • 2505.20286 • Published May 26, 2025 • 8
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting Paper • 2505.18822 • Published May 24, 2025 • 15
Time-R1: Towards Comprehensive Temporal Reasoning in LLMs Paper • 2505.13508 • Published May 16, 2025 • 15
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL Paper • 2505.02391 • Published May 5, 2025 • 25